Launched a full interactive evidence browser as a Discord Activity. Users can explore the network graph, browse 2.1M documents, view flight routes on a map, trace $6.4B in financial flows, and search 1,500+ person profiles — all inside Discord with real-time collaborative features.
5
Views
200+
Airports Mapped
414
Graph Nodes
699
Financial Entities
Discord Activity: embedded evidence browser with 5 interactive views
WebGL network graph (Sigma.js) with 414 nodes and 4,183 connections
Document browser with virtual scrolling across 2.1M documents
Flight map with 200+ airport database and route visualization
Financial flow Sankey diagram tracing $6.4B across 699 entities
Person explorer with category filtering and headshot photos
Real-time collaboration via PartyKit (follow-me mode, shared state)
Deployed on Cloudflare Pages with PartyKit WebSocket server
Processed 13 pending community submissions (8 approved, 5 rejected). Enriched Thomas Pritzker and Joi Ito person records with new evidence. Approved 31 news-monitor AI leads. Added 12 new timeline events (March 4-13).
13
Submissions Reviewed
12
Timeline Events Added
2
Persons Enriched
Thomas Pritzker bio updated with Romania girl email, Giuffre allegation, Feb 2026 Hyatt resignation
Joi Ito expanded from 1-sentence bio to full description with island visit, "one of us" quote, plant work funding
Approved submissions for Joscha Bach, Deepak Chopra/Ito connection, MIT plant work, island visits
New
Organized Crime Investigation
Deep-dive investigation into organized crime connections across 2.1M documents. Published 4 investigative articles. Added 5 new persons (Rybolovlev, Deripaska, Prokhorov, McGonigal, Marc Rich). Hardened AI curator agent. Cleaned 12 junk NER entries.
4
Articles Published
5
New Persons
12
Junk Entries Removed
86,505
Spurious Links Cleaned
4 investigative articles: Russian Intelligence Pipeline, Deutsche Bank Organized Crime, Oligarch Circle, Mega Group/Mossad
5 new persons added with 270+ document links
Curator agent hardened with 30+ validation patterns to prevent junk entries
12 NER artifact entries deleted, removing 86,505 spurious document links
Gensler Company enriched with Little Saint James architectural evidence
Added search query expansion, click tracking, fuzzy fallback, and evaluation framework for improved search accuracy.
Query expansion for broader search results
Click tracking for search quality analytics
Fuzzy fallback when exact matches return zero results
New
Coinbase Commerce: Accept Crypto Donations
Integrated Coinbase Commerce for cryptocurrency donations — users can now pay with BTC, ETH, USDC, LTC, DOGE, SHIB, DAI, BCH, and more via a hosted checkout with automatic confirmation tracking.
GitHub Sponsors now feed directly into the supporter wall and donation tracking. Public sponsors appear with their display names alongside Buy Me a Coffee and manual donors.
GitHub Sponsors synced to Neon DB table
Public sponsors appear on supporter wall with tier badges
Expanded the media gallery with 33 high-value audio and video items sourced from Archive.org, including depositions, court proceedings, and news broadcasts related to the Epstein case.
33
Media Items Added
33 audio/video items from Archive.org added
Deposition recordings and court proceeding audio
News broadcast clips with investigative coverage
Improved gallery sorting: documents after photos/videos/audio
Added a Cloudflare R2 media proxy to serve images and media files from our own CDN, reducing dependency on third-party hosts and improving load times.
R2 bucket for proxied media assets
Faster image loading via Cloudflare edge network
Reduced external dependency for critical media files
Fixed
Document Pages Now Auto-Update (ISR 5min)
Document detail pages switched from static-only to Incremental Static Regeneration with 5-minute revalidation, so OCR corrections and new data appear without requiring a full redeploy.
Document pages revalidate every 5 minutes
OCR corrections now visible within minutes of approval
No more stale document data between deploys
Improved
Power Search: Filters, Prefixes & Smart Suggestions
Overhauled the search experience with post-query refinement filters, power search prefixes (person:, doc:, flight:), homepage typeahead, recent search history, and 'Did you mean?' suggestions.
Post-query refinement filters (category, date range, source)
Power search prefixes: person:, doc:, flight:, email:, loc:
Added a guided onboarding experience for new users with a prominent 'Join Free' call-to-action and signup prompts integrated throughout the site.
Guided onboarding wizard for new signups
Join Free CTA in header and key pages
Contextual signup prompts on high-value pages
New
Paid API Tiers, Pricing & Consulting
Launched 3 paid API tiers (Researcher, Journalist, Enterprise) with Stripe subscription billing, a dedicated pricing page, and a consulting services page for newsrooms, law firms, and universities.
3 API tiers: Researcher ($29/mo), Journalist ($79/mo), Enterprise ($249/mo)
Stripe subscription management with customer tracking
Community members can now submit corrections to OCR-extracted text from scanned documents, improving the accuracy of the full-text search index across 2.1M+ documents.
Submit OCR corrections with before/after text
Admin review queue for proposed corrections
Corrections applied to both display text and FTS index
New
MCP Server: AI Integration Protocol
Launched a Model Context Protocol (MCP) server enabling AI assistants and applications to query the Epstein Exposed database directly — 8 tools, 5 resources, and 3 prompts for structured investigation workflows.
5 resources: site stats, recent changes, top persons, methodology, llms.txt
3 prompts: investigation starter, person deep-dive, document analysis
Listed in llms.txt for AI crawler discovery
Improved
SEO Overhaul: 5 Pillar Pages, AI Citation Summaries
Major SEO restructuring with 5 new pillar pages, FAQ sections on key pages, quotable summaries, and AI citation optimization across 19,000+ pages for better search engine and AI crawler discovery.
19,000+
Pages Optimized
5 new SEO pillar pages for topical authority
FAQ sections added to high-traffic pages
AI-optimized summary paragraph after H1 on 19K+ pages
News sitemap fixes for Google News indexing
Data Added
27 New Timeline Events: 2025-2026 Developments
Added 27 major timeline events covering Norway charges against Brunel associates, WEF/Goldman/Paul Weiss resignations, congressional witnesses, NM Truth Commission, UN declaration, and the $35M JPMorgan settlement.
New 3-panel forensic iMessage viewer at /messages/epstein. Browse 4,509 messages across 15 conversation threads from Epstein's iPhone (Cellebrite extraction). Features virtualized scrolling for large threads, full-text search, and a real-time cross-reference engine showing same-day flights, schedule entries, and documents for any selected message.
4,509
Messages
15
Threads
Jan 2017 - Dec 2018
Period
15 conversation threads: Bannon (3,356), Walker (532), Scaramucci (107), Lajcak (103), and 11 more
Cross-reference sidebar: click any message to see same-day flights, schedule entries, and documents
Full-text search with Fuse.js across individual threads or all conversations
Virtualized scrolling (TanStack Virtual) handles the 3,356-message Bannon thread smoothly
Photo Evidence Gallery: 18,308 DOJ Photos with Face Detection
New photo evidence browser at /photos showing 18,308 photos from DOJ EFTA releases. 473 persons identified via Amazon Rekognition facial recognition across 624 photos with 975 face bounding boxes. Filter by person, release batch, or AI-generated description.
18,308
Photos
473
Face IDs
975
Detections
18,308 photos from all 12 DOJ EFTA datasets with AI-generated descriptions
473 persons identified via Amazon Rekognition with confidence scoring
Filter by person, release batch (VOL00001-VOL00010), and description search
Face detection tags link directly to person profiles (validated against DB)
New email archive browser at /emails/archive with 405,693 email metadata records from Epstein's personal accounts. Full-text search on subjects, senders, and participants. Filter by account (Gmail, Yahoo), sender direction, date range, and promotional status. Server-side pagination with PostgreSQL tsvector/GIN indexes.
405,693
Emails
5
Accounts
1990-2024
Span
405,693 email records spanning 1990-2024 from Gmail, Yahoo, and associate accounts
Full-text search powered by PostgreSQL tsvector/GIN indexes
Filter by account, Epstein sent/received, promotional, and date range
Detail modal shows full recipient lists, CC/BCC, folder path, and release batch
17 New Persons: Deutsche Bank Team + Key Associates
Added 17 persons discovered through deep-dive investigation of 405K email archive and iMessage data. Includes the complete Deutsche Bank team that serviced Epstein's accounts (2013-2019), Epstein's personal trader, AmEx travel concierge, Leon Black's CIO, and more. 2,686 documents auto-linked.
17
Persons Added
2,686
Docs Linked
1,515
Total Persons
Chip Packard: Head of DB Wealth Management Americas, approved Epstein as client, named in NYDFS $150M fine
Tazia Smith: DB Managing Director, Epstein's Client Advisor on $91M+ portfolio
Paul Barrett: Epstein's personal trader, Alpha Group Capital, power of attorney over accounts
Flight Logs Expanded to 3,615 + Migrated to Database
Added 1,907 extended flight logs (1991-2019) from House Oversight November 2025 release, more than doubling coverage. All flights migrated from static JSON to Neon Postgres with passenger-person linking.
3,615
Total Flights
7,286
Passenger Links
1991-2019
Date Range
3,615 total flights (up from 1,708) covering 1991-2019
7,286 passenger-flight links across 167 unique persons
11 new frequent flyer persons researched and added
Flights now query-able via SQL in Neon (hybrid in-memory + DB)
Browse 4,509 forensic iMessages from Epstein's iPhone with a 3-panel investigation viewer — cross-referenced with same-day flights, schedule entries, and documents. Plus 18,308 DOJ photos with AI face detection (473 persons, 975 bounding boxes).
4,509
iMessages
18,308
Photos
473
Face IDs
iMessage Viewer: 15 conversation threads with forensic chat interface and evidence sidebar
Cross-Reference Engine: select any message to see same-day flights, schedule, and documents
Photo Evidence Gallery: 18,308 DOJ photos with face detection, person filtering, and lightbox
473 persons identified via Amazon Rekognition with confidence scoring
TanStack Virtual scrolling for the 3,356-message Bannon thread
Recovered Text Browser, Government Officials Search, Knowledge Graph + 19 Forensic Narratives
Four major additions: browse 38,705 pages of text recovered from under government redactions, search 132 government officials in the Epstein files, curated knowledge graph with 606 entities and 2,302 typed relationships, plus 19 forensic finance narratives added to Research Hub.
38,705
Recovered Pages
132
Officials
606
KG Entities
2,302
KG Edges
Recovered Text: 38,705 pages of hidden text from under DOJ redactions — financial records, emails, FBI reports, flight logs. Victim statements excluded per site policy.
Government Officials: 132 officials from executive branch, House, Senate, and judiciary searched across 1.38M documents. 4 with DIRECT personal connections.
Knowledge Graph: 606 curated entities with 2,302 typed relationships (traveled_with, communicated_with, paid_by, victim_of, etc.) ready for network visualization upgrade.
19 forensic finance narratives added to Research Hub — Jeepers Pipeline, Leon Black's Money, Bear Stearns, Shell Map, The Accountant, and more.
Three major new tools: decode 60+ pseudonyms from the case files, track 114K+ documents removed from justice.gov, and browse 157 forensic investigation reports with 13,799 EFTA citations.
63
Codenames
114,221
Audit Docs
157
Reports
13,799
EFTA Citations
Codename Decoder: 60+ pseudonyms mapped to real identities with evidence timelines — "The Invisible Man" = Prince Andrew, "Mr. Big" = Leon Black, "Snow White" = Disney character codenames used by Jes Staley
DOJ Document Audit: 90,232 documents confirmed removed from justice.gov tracked with priority scoring, category breakdowns, and full searchable table
Research Hub: 157 forensic reports from Epstein Research covering financial forensics, individual dossiers, evidence analysis, intelligence connections, and debunked conspiracy theories
8 missing financial entities added (PLB LLC, JMWT, Prytanee, Mort Inc, JSC Interiors, Insurance Trust) — community-reported gap
Court-ready PDF/HTML export for investigation reports with premium styling. Enhanced mobile calls-to-action and donation flows.
Premium PDF exports with cover page, executive summary, financial profile, and cross-check results
HTML report export for embedding in external publications
Mobile CTA improvements: floating tip buttons, donation bubbles, responsive layouts
New
Panama Papers, Paradise Papers & Offshore Leaks Cross-Reference
Every person and financial entity in the database has been cross-referenced against the ICIJ Offshore Leaks Database — 814K+ shell companies, 771K+ officers, and 25K+ intermediaries from the Panama Papers, Paradise Papers, Pandora Papers, and Bahamas Leaks. 6,435 matches found, 114 high-confidence exact matches. Results appear on person pages as "Offshore Connections" with dataset badges, jurisdiction data, and direct links to ICIJ.
6,435
ICIJ Matches
114
Exact Matches
5
Datasets
6,435 matches against 5.4M ICIJ records across 5 datasets
114 exact name matches including Bernard Arnault, Brad Wechsler, Conrad Black, Carlos Slim, Credit Suisse
Paradise Papers: 4,128 matches — the largest source
All Epstein-connected persons and financial entities cross-referenced against FinCEN Suspicious Activity Reports. 5,019 SAR matches found across 36 unique entities including Deutsche Bank ($1.08B flagged), JPMorgan Chase, Credit Suisse, Barclays, Bank of New York Mellon, and Citibank. Connects case files to federal financial crime reporting.
5,019
SAR Matches
36
Entities
300
Exact
5,019 SAR matches across 36 Epstein-connected entities
Bank of New York Mellon: 1,576 SAR matches — largest hit
Complete rewrite of the /sourcing page into a comprehensive, 12-section methodology document with live database statistics, 5-tier verification framework, 9-step data processing pipeline, victim privacy documentation, and legal framework — designed for journalist, legal, and law enforcement scrutiny.
12
Sections
12
Source Archives
5
Verification Tiers
12 source archives documented with provenance citations and document counts
5-tier verification framework: Court Document → Official Record → Sworn Testimony → Investigative → Unverified
9-step data processing pipeline with live metrics (2.01M OCR records, 2.67M vectors, 1.38M hashes)
Victim privacy section detailing 16,924 PII redactions across 3 phases
Legal framework (First Amendment, EFTA, CVRA) and editorial standards
Table of contents, JSON-LD schema, OpenGraph metadata, breadcrumb navigation
Full investigator profile system with activity heatmaps, contribution streaks, rank badges, expertise tags, endorsements from other users, impact scores, discovery badges, and review statistics. Profiles showcase each community member's investigative contributions.
6
Profile Sections
5
Rank Levels
Activity heatmap showing daily contribution patterns over the past year
Contribution streaks and rank badges (Rookie → Lead Investigator)
Expertise tags derived from investigation focus areas
Endorsement system for peer recognition
Impact score aggregating review quality, discoveries, and community engagement
Major upgrade to the /cases section with 12 fully documented legal proceedings, an interactive $853M+ settlements tracker, 2025-2026 development timelines, and a PDF evidence packet generator for downloading case-specific document bundles.
12
Cases Documented
$853M+
Total Accountability
5
Categories
12 case pages: USA v. Epstein, USA v. Maxwell, Giuffre v. Maxwell, Deutsche Bank, JPMorgan, USVI, and 6 more
Interactive settlements tracker totaling $853M+ in financial accountability
2025-2026 developments added to every active case page
Evidence packet PDF generator for case-specific document export
Category filtering: Criminal, Civil, Regulatory, Legislative, International
JSON-LD LegalCase schema markup on every case page
Victim PII Redaction: 16,924 Redactions Across 1,567 Documents
Comprehensive victim privacy protection system with automated PII detection and redaction across three phases. Includes a 34-paragraph legal declaration with 14 exhibits, a fillable attorney PDF form for redaction requests, and a confidential removal portal.
16,924
PII Redactions
1,567
Documents
3
Phases
Phase 1: 624 redactions across 100 FBI FD-302 interview memos
Phase 2: 13,495 redactions across 927 critical documents
Forensic Finance System: $5.3B Traced Through 220+ Entities
Integrated the full forensic financial workbook from Randall Scott (CC BY 4.0) — 481 verified wire transfers, 228 classified entities, shell company hierarchies, and multi-bank coverage analysis. The /money page has been completely redesigned with 6 investigation tabs, and the AI assistant can now trace money through shell company chains.
$5.3B+
Total Traced
224
Entities
393
Verified Wires
190+
Shell Companies
29
Person Links
Ingested 393 verified wire transfers ($973M) from master wire ledger with Bates document references
224 financial entities with shell company classification, trust tier hierarchy (Tier 1-4), and confidence scoring
New Wire Ledger tab — searchable, sortable table of all verified wires with CSV export and Bates links
Africa Trip Passengers, AI Chat Drawer, and Bio Improvements
Added Africa trip flight passengers, relocated the AI Chat to a slide-out drawer for better UX, and improved bio sentence splitting to handle edge cases with international names.
Added Africa trip passenger data to flight records
AI Chat relocated to a slide-out drawer — cleaner integration, less intrusive
Bio sentence splitting now uses Intl.Segmenter for better handling of abbreviations and names
Submit Tip elevated to primary floating action button
Investigative News Bureau: 15 Deep-Dive Articles Published
Launched original investigative reporting section with 15 evidence-backed articles covering previously unreported connections. Each article cites specific EFTA document IDs and draws from the 2.1M+ document database. Also added 4 new entries to the Contradictions tracker and enriched bios and dossiers for 8 key persons.
15
Articles Published
200+
Document Citations
4
New Contradictions
8
Persons Enriched
15 investigative articles published with 200+ document citations
FBI FOIA Vault + Giuffre v. Maxwell + Investigation Enhancements
Ingested 22 FBI FOIA Vault parts, 4,854 pages of Giuffre v. Maxwell civil depositions, and JPMorgan settlement docs. Investigations now support external link evidence and editable title/hypothesis. Fixed tuition pipeline hallucinated doc IDs. Verified DS10 100% complete.
Data Added
Added Alex Reznik (Russian investment banker)
New person: Alex Reznik — documented via TECS customs flight record (March 2, 2006, N909JE to Palm Beach) and email contacts (September 2005). Career: Credit Suisse, Merrill Lynch, VTB Capital. Linked to 6 source documents and 3 co-passengers.
Added Alex Reznik (p-2053) with full biography
Linked to 6 EFTA documents (TECS records + emails)
Co-occurrence records: Jeffrey Epstein, David Mullen, Bill Hammond
Interactive Sankey diagram visualizing $588M in IRS 990 grant flows across the Epstein nonprofit network. Historical coverage extended from 2019-2024 to 2011-2024 via NCCS integration, adding 43 filings for pre-arrest years.
247
Filings
88M
Grants Traced
2011-2024
Year Range
3-column Sankey: Controlling Persons → Donor Orgs → Grant Recipients
Sqrt-scaled flows with year filtering and hover/click interactions
Mobile table fallback for grant data
NCCS historical backfill covers 2011-2018 gap years
Published 11 new investigative articles, added 18 persons, 27 timeline events, and permanently fixed stale site statistics.
11
New Articles
18
New Persons
27
Timeline Events
1,503
Total Persons
Published 11 investigative articles including island construction 'Ladies' Residence' plans, the 1953 Trust before/after analysis, WATG resignation, Norway cascade, academic purge, and more
Added 18 new persons including architects Ramon Alonso and John Heah, trust beneficiaries, NZ island managers Brice and Karen Gordon, and KJK demand subjects
Updated 15 existing person descriptions with 2026 developments (resignations, charges, trust details)
Added 27 new timeline events covering Jan-Mar 2026 developments
Permanently fixed stale statistics across all pages (aligned cache TTLs, added invalidation function)
Launched comprehensive investigation into 11,435 documents removed from justice.gov. New Analysis tab on DOJ Audit page with dataset removal rates, sequential block deletion mapping, and person impact analysis. Per-document comparison pages with Wayback Machine recovery links. Weekly automated monitoring agent detects new removals.
Replaced unverified press claims on the homepage with verified, sourced citations. All social proof now links to real sources.
Removed unverified press quotes from homepage hero section
Replaced with verified citations linking to actual sources
Improved credibility for journalists and researchers visiting the site
New
IRS Form 990 Nonprofit Cross-Reference
Cross-references 61 nonprofits against the Epstein network using IRS Form 990 data. Extracts officers, trustees, grants, and financial history from 990 XML filings via remote ZIP extraction. Matches 14 persons including Leon Black, Leslie Wexner, Glenn Dubin, Darren Indyke, and Richard Kahn to foundation board roles.
61
Organizations
965
Officers
2,297
Grants
14
Persons Matched
965 officers/trustees extracted from IRS 990 XMLs
2,297 grants tracked across all organizations
14 Epstein-network persons matched to nonprofit board roles
New /nonprofits listing page with search, filtering, and financial overview
Per-person nonprofit connections on person detail pages
Cross-referenced 1,503 persons against FEC Schedule A individual contribution records. 544 persons matched with 55,000+ political donations totaling $7.1B. Person pages now show political donation summaries with party breakdowns and top recipients. Automated monthly enrichment pipeline via GitHub Actions.
544
Donors Matched
55,149
Contributions
$7.1B
Total Traced
544 persons matched to FEC donation records
Party breakdown (DEM/REP) with stacked bar visualization
Top recipients with office and party badges
New API endpoint: /api/v2/persons/{slug}/donations
Added 6 new document review tags requested by the community (Medical, POI, Travel, Victim Correspondence, Redacted POI, Maintenance/Operations) and built search evaluation tooling for quality assurance.
6 new review tags: Medical, Person of Interest, Travel, Victim Correspondence, Redacted POI, Maintenance/Operations
Search evaluation tooling for measuring and improving search result quality
Admin system hardening with improved access controls
Improved
Email Archive UX Overhaul
Rebuilt the email archive interface with slim index loading and on-demand detail fetching for dramatically faster page loads. Added canonical deep links for every email.
405,693
Email Records
Split email archive into slim index (fast load) + on-demand detail loading
Added canonical deep links for every email record
Rebuilt UX for faster browsing of 405K+ email records
Ingested 1,000+ newly released pages from the DOJ March 5, 2026 document release, including FBI 302 interview memos, the complete 2006 case file, and 20 previously withheld documents.
Complete 2006 Epstein-Maxwell case file (582 pages)
15 docs incorrectly deemed duplicative now restored
5 previously privileged documents released
Improved
Review System Overhaul: Ranks, Investigations & Impact Pipeline
Major overhaul of the crowdsourced review system. Fixed accuracy scoring (replaced broken gold-standard-only accuracy with consensus agreement rate), fixed rank promotion (4 Experts, 42+ Senior Analysts now properly ranked), added investigation pipeline with structured case files, consensus-to-action pipeline that creates AI leads and notifies reviewers, 8 new investigative badges, document flagging for investigations, and OCR auto-merge when 2+ users agree on corrections.
256
Reviewers Updated
4
New Experts
42+
Senior Analysts
8
New Badges
Fixed: All users showing 50% accuracy — now shows real consensus agreement rates
Fixed: Everyone stuck at Analyst rank — 4 promoted to Expert, 42+ to Senior Analyst
New: /investigations page with structured case files, evidence pinning, and certification
New: Consensus triggers AI leads + notifies all reviewers who contributed
New: Impact notifications — your review contributed to consensus, person confirmed
New 6-tab investigation tool for analyzing connections between 2-20 persons simultaneously. Replaces the limited 2-person co-occurrence search with a full Maltego-style investigation workspace featuring interactive heatmap matrix, D3 graph visualization, temporal analysis, evidence explorer, Louvain cluster detection with power rankings, and progressive entity discovery.
3,899
Lines of Code
10 files
Components
6
Tabs
20
Max Persons
Connection Matrix: Interactive heatmap grid showing pairwise co-occurrence counts across all selected persons with sorting, heat mode toggle, and ranked pair table
Graph Visualization: D3 force-directed graph with 3 layouts (force/radial/circular), drag interaction, zoom, edge weights, and node sizing by connection strength
Timeline Analysis: 3 views — density chart, person-by-year heatmap, and filterable event list showing when selected persons co-appear in dated documents
Evidence Explorer: Detailed shared documents and flights for any selected pair with CSV/JSON export and quick pair switching
Cluster Analysis: Louvain community detection, Brandes betweenness centrality, clustering coefficient, and composite Power Score rankings for the selected group
Entity Explorer: Maltego-style progressive discovery — expand any person to see their top 30 connections from the full database, filter in-group vs outside, one-click add to lab
Added 1,907 new flights from pre-processed pilot logbooks, FAA FOIA releases, and ADS-B tracking data. The flight database now spans from 1991 through 2019, with 94 resolved person connections across 3,615 total flights.
1,907
New Flights
3,615
Total Flights
1991-2019
Date Range
94
Resolved Persons
Added 510 pre-1997 flights (1991-1996) never previously indexed
Merged passenger manifests from two independent GitHub research datasets
Resolved 94 unique persons to flight records using multi-source cross-referencing
Extended aircraft tracking to include Hawker HS-125 (N108JE, N125JE) and Cessna Citation (N401CB)
Community Submissions Review + Two Investigative Articles
Processed 26 community submissions, added 15 new persons, updated 6 existing profiles, merged 2 duplicates, and published two original investigative articles.
26
Submissions Reviewed
15
Persons Added
6
Profiles Updated
2
Articles Published
Published: Who Is Jennifer Turner? Inside Ghislaine Maxwell's Seven-Year Financial Alias
Published: Same Bank, Same Spreadsheet: How Deutsche Bank Managed Epstein and Trump Side by Side
Added 15 new persons including Louella Rabuyo (Epstein housekeeper, 173 docs), Jennifer Turner (Maxwell alias), Nili Priell (Barak liaison), David Gergen, Peggy Siegel
Merged Jeffrey H. Sloman duplicates (764 doc links) and Kathryn Ruemmler duplicates (9,118 doc links)
Updated Darren Indyke (Parlatore Law Group), Rosemary Vrablic (Trump banking), Boris Nikolic (March 2019 contact)
Entity pages for organizations linked to Epstein financial flows now display forensic financial intelligence dashboards. Money and Entities pages temporarily under construction as we finalize major visualization upgrades.
Money page and Entities page temporarily hidden from nav — major visualization upgrades in progress
10 organizations enriched with forensic financial data (JPMorgan, Deutsche Bank, Citibank, Barclays, Bank of America, Wells Fargo, Apollo, Southern Trust, Gratitude America, Financial Trust Co.)
Entity cards show financial volume badges with sort-by-volume option
Top flows table with bank, payment type, and Bates reference columns
New interactive financial flow analysis page tracking $4.5B+ across 50 entities — banks, shell companies, trusts, properties, and hedge funds. Three visualization modes: Sankey diagram, force-directed network, and transaction timeline. Full filtering by flow type, amount, date range, and verification status.
$4.5B+
Tracked
50
Entities
53
Flows
12
Shell Cos
Interactive Sankey diagram showing money flows between 50+ entities
Force-directed network graph with zoom, pan, and entity selection
Transaction timeline with chronological flow visualization
Filter by flow type, amount threshold, date range, and verified status
Entity detail panels with connected flows and document evidence
Comprehensive audit of person profiles, fixing hallucinated bios, removing non-person entries, and adding researched descriptions for 16 key individuals.
3
Bios Fixed
34
Non-Persons Removed
16
New Bios Written
6
Categories Fixed
Fixed 3 hallucinated person bios (incorrect identities)
Researched and wrote verified bios for 16 persons including Deutsche Bank bankers, defense attorneys, and key associates
Fixed 6 category mismatches (e.g., US Senator miscategorized as associate)
Corrected Jack Goldberg → Jack Goldberger name
New
Three Investigative Articles, New Persons, and Contradictions
Published three original investigative articles based on EFTA deep dives. Added Jackie Kalin, Mark Kaminski as persons. Enriched Ramsey Elkholy and Donald Trump profiles. Added 5 new contradictions (c-081 through c-085).
3
New Articles
2
New Persons
5
New Contradictions
73
Documents Linked
Published 'The Evidence Nobody Is Talking About: Seven Trump-Epstein Threads the Media Missed' (2,001 words)
Published 'The Model and the Morgue: How the Man Who Handled Korshunova's Estate Became Epstein's Chief Procurer' (1,854 words)
Published 'The Facilitator: How Eva Dubin Ran the Logistics of Epstein's Network From Inside Mount Sinai' (1,515 words)
Added Jackie Kalin (p-1928) with 40 document links, Mark Kaminski (p-1929) with 33 document links
Comprehensive survivor privacy system: redacted 29 survivor/victim names from all documents, OCR text, and search indexes. Added redaction request page for survivors to request information removal. Fixed 892 Google Search Console 404 errors, 128 server errors, and structured data issues.
Public REST API v2 — 27 Endpoints, OpenAPI Spec, Bulk Export
Complete overhaul of the public API modeled after ProPublica and ICIJ. 27 endpoints covering persons, documents, flights, emails, locations, organizations, network analysis, search, and bulk data export. Every response includes citation metadata, rate limiting, and an OpenAPI 3.1 specification.
The Entities section has been completely rebuilt with a Neon Postgres backend, automated NER-based organization discovery, document auto-linking across 2.1M+ documents, and rich detail pages with timelines, financial data, and document evidence panels. 49 organizations are now tracked with thousands of document connections each.
49
Organizations
10K+
Doc-Org Links
6,167
NER Entities
3
New Components
Migrated from static seed files to Neon Postgres with full-text search
10 new organizations auto-discovered from NER entity extraction
Document auto-linking: scanning 2.1M+ docs for organization mentions via FTS
Traffic Milestone: 58M+ Requests in First Week on Cloudflare
Epstein Exposed surpassed 58 million HTTP requests, 1.68 million page views, and 867,000 unique visits in just 7 days — from 199 countries. The site also handled 2 million AI crawler requests from Meta, OpenAI, Anthropic, Amazon, Microsoft, Perplexity, Google, and Apple. All while running on a solo-operated stack: Vercel Pro, Neon Postgres, Cloudflare, and DigitalOcean.
58.88M
Requests (7d)
1.68M
Page Views
867K
Visits
199
Countries
58.88M requests in 7 days across 199 countries
1.68M page views, 867K unique visits
1.51 TB data transfer
2M AI crawler requests (Meta, OpenAI, Anthropic, Google, etc.)
Peak: 3M requests/hour during viral Reddit post (10M+ views)
Zero downtime throughout — solo operator
Improved
Person Pages Now Update Instantly
Person profile pages now read fresh data directly from the database on every render, so bio corrections and category changes appear immediately without requiring a full site redeploy.
Added getPersonFieldsFresh() — uncached DB query for mutable person fields
Applied to both person pages and OG social preview images
DB updates to bios, categories, and descriptions now appear within 5 minutes
Users can now report wrong photos, bad bios, broken links, OCR errors, and other inaccuracies directly from person and document pages. A comprehensive review guide helps new document reviewers understand rating categories. Person search now matches aliases, and the review desk has improved help and visibility.
7
Report Categories
7
Guide Sections
5
Review Improvements
New 'Report Issue' button on every person and document page — submit inaccuracy reports with categorized issues (wrong photo, bad OCR, broken link, etc.)
Reports go to the admin panel and trigger email notifications via Resend for fast triage
New /review/guide page with rating decision tree, concrete examples for each rating level, all 13 tag descriptions, keyboard shortcuts, and FAQ
Person search now matches aliases — type a known alias to find the person (alias hint shown in results)
Review rating selector has a '?' help toggle showing concrete examples for each category (Routine vs Junk confusion resolved)
'Suggest New Person' feature now highlighted in a green box with icon — much more discoverable for reviewers
Review desk has 'People' and 'Locations' section dividers plus guide/shortcuts links at bottom
Mobile Network Graph + EFTA ID Search + Document Filter Fixes
Complete overhaul of the network graph for mobile devices, plus direct EFTA document ID search so you can find any document by its ID instantly. Fixed broken source and category filter buttons in the document browser.
+21%
Mobile Graph Area
+78%
Desktop Graph Area
11
Broken Labels Fixed
Network graph is now fully usable on mobile — compact header, touch-optimized interactions, bottom-sheet details panel, performance-tuned node count
Search by EFTA document ID (e.g. EFTA01249597) now returns results instantly via direct database lookup instead of failing through full-text search
Fixed DS9 and other missing source filter buttons on the documents page — 8 broken source labels and 3 broken category labels corrected
Desktop network graph area increased 78% by collapsing filters by default
Body scroll locked on network page for proper full-viewport experience on all devices including iOS Safari
Disconnected nodes automatically hidden in core density mode for cleaner graph visualization
Hybrid Search with 2.67M Vector Embeddings + Ask AI
Every document chunk in the database now has a vector embedding for semantic search. The new hybrid search combines keyword matching (BM25) with AI-powered semantic understanding for dramatically better results. Plus a new inline 'Ask AI' feature lets you ask questions about any document.
2.67M
Chunks Embedded
1,536
Embedding Dims
3
Search Modes
2,669,382 document chunks embedded with OpenAI text-embedding-3-small (1536 dimensions) for semantic search across all 2.1M+ documents
Hybrid search pipeline: BM25 full-text + vector similarity + Cohere reranking — results show keyword (blue), semantic (purple), or both (green) match badges
New 'Ask AI' button on document pages — ask questions about any document and get cited answers powered by Claude
Technical artifacts page at /artifacts — browse extracted entities, redaction analysis, and OCR quality metrics
Interactive artifacts browser with filtering and search across document metadata
Enhanced Review System + Community Forum Self-Hosted
Major upgrade to the document review system with new tagging categories, AI-powered person suggestions, and location detection. The community forum has migrated to a self-hosted DigitalOcean VPS with new plugins and features.
Document review desk now includes person name suggestions from OCR text and automatic location spotting for geographic tagging
New review tags: financial records, witness testimony, travel records, and more granular categorization options
Community forum migrated to self-hosted DigitalOcean infrastructure for better performance and reliability
Forum now includes voting, gamification, calendar, data explorer, and reactions plugins — all free
Navigation revamped with improved document and person search in the command palette
Users can now delete their own comments on feed posts and dossiers
Major expansion of the /news section with seven new investigative articles covering previously unreported connections, plus new persons and timeline events documenting key moments in the case.
7
New Articles
3
New Persons
10
Timeline Events
Published investigation into Bruce Moskowitz — Epstein's personal physician, Trump health gatekeeper, and member of the Mar-a-Lago Trio with direct lines to Bill Gates
Published investigation into Dana Burns — dual assistant to both Ghislaine Maxwell and Jean-Luc Brunel, corporate officer of multiple Epstein entities, named in flight logs and police reports
5 additional articles: Peter Mandelson arrest, Deepak Chopra 'bring your girls' emails, Brian Vickers NASCAR/Epstein ties, Congress six names analysis, FBI 'stand down' pattern (1996-2019)
3 new persons added: Ike Perlmutter, Marc Sherman, Maritza Vasquez
10 new timeline events spanning 2017-2026 including UN declaration, Maxwell page block motion, and Mandelson arrest
Comprehensive data quality sweep removed 249 invalid person entries across two rounds — MySpace usernames, generic court roles, single first names, and a fabricated 'Richard Epstein' record that had accumulated 26,410 false document links. 40 persons received new detailed descriptions backed by document evidence.
249
Entries Removed
26,410
False Links Removed
40
Descriptions Added
1,723
Clean Person Count
Removed 249 garbage entries: MySpace usernames (preston77, Chels-ifer), generic roles (Plaintiff, Warden, TOWN DRIVER), and single first names
Deleted fabricated 'Richard Epstein' entry that was conflating 3+ unrelated people across Deutsche Bank records, FINRA filings, and jail records — removed 26,410 false document links
40 persons received new detailed descriptions generated from document evidence and cross-referenced sources
Community audit by forum member Wja identified 18 person dossiers displaying photos of the wrong person — homonyms pulled from Wikimedia Commons. 7 photos replaced with correct images, 11 removed where no free-license photo of the correct person exists.
7 photos replaced: Barron Hilton (was Conrad Hilton Sr.), Guy Lewis (was sports figure), Duke of Rutland, Viscount Cranborne, Viscount Astor, Alice Fisher (was nursing pioneer), Jack Lang (was Australian politician)
11 wrong photos removed entirely — no correct free-license image available for Leon Black, Alberto Pinto, and others
Community-driven quality control: reported by forum user Wja via the discussion forum
Document pages now have a direct PDF download button. Plus fixes for SEO title duplication across 19 pages, proper OpenGraph tags on document pages for better social sharing, and performance improvements site-wide.
New 'Save PDF' download button on document detail pages for direct file download
Fixed title duplication on 19 pages that showed 'X | Epstein Exposed | Epstein Exposed'
Document pages now have proper OpenGraph tags for social media sharing previews
Site stats now update in real-time from the database instead of stale build-time counts
Person document counts now use accurate database queries (fix reported by forum user VigorousMilkyPenguin)
90 New Persons from Community Submissions + 41K Document Links
The largest community data contribution yet: 90 new persons have been added to the database from verified community submissions, along with 41,000+ new document-person links generated via full-text search against 2M+ OCR documents.
90
New Persons
41,453
New Doc Links
1,633
Total Persons
431
Submissions Reviewed
90 new persons added from community submissions — researchers, associates, academics, and public figures identified by the community
41,453 new document-person links generated via OCR full-text search enrichment across 2M+ documents
Fixed missing person links on key EFTA documents including the Barak-Summers-Epstein recording (EFTA01621008)
Person count updated to 1,633 across all site pages, SEO metadata, and AI agent prompts
All new persons are searchable and have cross-referenced document connections
New Entities section for tracking organizations, corporations, and foundations connected to the Epstein network. Plus 12 new verified persons from community research with detailed evidence profiles.
35
Organizations
48
Person-Org Roles
12
New Persons
New /entities page — browse 35 organizations connected to the Epstein case with role hierarchies and inter-org relationships
Organization profiles show directors, officers, and documented relationships to other entities
12 new verified persons added from community submissions with detailed evidence and EFTA document citations
Site performance improvements: fixed 145-second full-table scan on person document queries
Fixed empty database responses getting cached by Vercel edge for hours
Full audit of community submissions, AI agent leads, and OCR corrections. 5 breaking/investigation news articles published. 2 new tuition schools added to the deep dive. 2 new persons added. 21 OCR corrections applied.
5
News Articles
92
OCR Fixes
167
Leads Audited
1,522
Persons
5 news articles: BofA settlement/Leon Black, House Oversight subpoenas (Bondi/Lutnick/Noel), Andrew-Mandelson photo, Pozhidaeva/MC2 pipeline, FBI evidence server breach
Tuition pipeline: Temple Sharray Tuffie Nursery School (7,900, Lyla Kahn) and Yeshiva Toras Moshe, Jerusalem (3,400)
2 new persons: Harold Koplewicz (Child Mind Institute) and Ahmet Mucahid Oren (Ihlas Holding)
Joi Ito enriched with EFTA00349077 visa procurement evidence
167 AI agent leads audited: 17 duplicates rejected, 49 new persons approved
21 OCR text corrections applied
Inline contributions system: SuggestEdit, community tags, investigation linking, translations, XP rewards